{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "import random\n",
    "import numpy as np\n",
    "from cs231n.data_utils import load_CIFAR10\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from __future__ import print_function\n",
    "\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0) # set default size of plots\n",
    "plt.rcParams['image.interpolation'] = 'nearest'\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training data shape:  (50000, 32, 32, 3)\n",
      "Training labels shape:  (50000,)\n",
      "Test data shape:  (10000, 32, 32, 3)\n",
      "Test labels shape:  (10000,)\n"
     ]
    }
   ],
   "source": [
    "cifar10_dir = 'cs231n/datasets/cifar-10-batches-py'\n",
    "try:\n",
    "   del X_train, y_train\n",
    "   del X_test, y_test\n",
    "   print('Clear previously loaded data.')\n",
    "except:\n",
    "   pass\n",
    "X_train, y_train, X_test, y_test = load_CIFAR10(cifar10_dir)\n",
    "print('Training data shape: ', X_train.shape)\n",
    "print('Training labels shape: ', y_train.shape)\n",
    "print('Test data shape: ', X_test.shape)\n",
    "print('Test labels shape: ', y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f95f223e198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "classes = ['plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n",
    "num_classes = len(classes)\n",
    "samples_per_class = 7\n",
    "for y, cls in enumerate(classes):\n",
    "    idxs = np.flatnonzero(y_train == y)\n",
    "    idxs = np.random.choice(idxs, samples_per_class, replace=False)\n",
    "    for i, idx in enumerate(idxs):\n",
    "        plt_idx = num_classes * i + y + 1\n",
    "        plt.subplot(samples_per_class, num_classes, plt_idx)\n",
    "        plt.imshow(X_train[idx, :].astype(np.uint8))\n",
    "        plt.axis('off')\n",
    "        if i == 0:\n",
    "            plt.title(cls)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_training = 49000\n",
    "num_val = 1000\n",
    "num_test = 1000\n",
    "num_dev = 500\n",
    "\n",
    "mask = np.arange(num_training, num_training + num_val)\n",
    "X_val = X_train[mask]\n",
    "y_val = y_train[mask]\n",
    "\n",
    "mask = np.arange(num_training)\n",
    "X_train = X_train[mask]\n",
    "y_train = y_train[mask]\n",
    "\n",
    "mask = np.random.choice(num_training, num_dev, replace=False)\n",
    "X_dev = X_train[mask]\n",
    "y_dev = y_train[mask]\n",
    "\n",
    "mask = np.arange(num_test)\n",
    "X_test = X_test[mask]\n",
    "y_test = y_test[mask]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train data shape:  (49000, 32, 32, 3)\n",
      "Train labels shape:  (49000,)\n",
      "Validation data shape:  (1000, 32, 32, 3)\n",
      "Validation labels shape:  (1000,)\n",
      "Test data shape:  (1000, 32, 32, 3)\n",
      "Test labels shape:  (1000,)\n",
      "Dev data shape:  (500, 32, 32, 3)\n",
      "Dev labels shape:  (500,)\n"
     ]
    }
   ],
   "source": [
    "print('Train data shape: ', X_train.shape)\n",
    "print('Train labels shape: ', y_train.shape)\n",
    "print('Validation data shape: ', X_val.shape)\n",
    "print('Validation labels shape: ', y_val.shape)\n",
    "print('Test data shape: ', X_test.shape)\n",
    "print('Test labels shape: ', y_test.shape)\n",
    "print('Dev data shape: ', X_dev.shape)\n",
    "print('Dev labels shape: ', y_dev.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training data shape:  (49000, 3072)\n",
      "Validation data shape:  (1000, 3072)\n",
      "Test data shape:  (1000, 3072)\n",
      "dev data shape:  (500, 3072)\n"
     ]
    }
   ],
   "source": [
    "X_train = np.reshape(X_train, (X_train.shape[0], -1))\n",
    "X_val = np.reshape(X_val, (X_val.shape[0], -1))\n",
    "X_test = np.reshape(X_test, (X_test.shape[0], -1))\n",
    "X_dev = np.reshape(X_dev, (X_dev.shape[0], -1))\n",
    "\n",
    "print('Training data shape: ', X_train.shape)\n",
    "print('Validation data shape: ', X_val.shape)\n",
    "print('Test data shape: ', X_test.shape)\n",
    "print('dev data shape: ', X_dev.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[130.64189796 135.98173469 132.47391837 130.05569388 135.34804082\n",
      " 131.75402041 130.96055102 136.14328571 132.47636735 131.48467347]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f95ef5283c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean_img = np.mean(X_train, axis=0)\n",
    "print(mean_img[:10])\n",
    "plt.figure(figsize=(4, 4))\n",
    "plt.imshow(mean_img.reshape((32,32,3)).astype(np.uint8))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train -= mean_img\n",
    "X_val -= mean_img\n",
    "X_test -= mean_img\n",
    "X_dev -= mean_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = np.hstack([X_train, np.ones((X_train.shape[0], 1))])\n",
    "X_val = np.hstack((X_val, np.ones((X_val.shape[0], 1))))\n",
    "X_test = np.hstack((X_test, np.ones((X_test.shape[0], 1))))\n",
    "X_dev = np.hstack((X_dev, np.ones((X_dev.shape[0], 1))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from cs231n.classifiers.linear_svm import svm_loss_naive\n",
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loss: 9.847795\n"
     ]
    }
   ],
   "source": [
    "W = np.random.randn(3073, 10) * 0.0001\n",
    "loss, grad = svm_loss_naive(W, X_dev, y_dev, 0.000005)\n",
    "print('loss: %f' % (loss, ))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "此处reg设置为0的话，loss应该为 C-1=9 左右；reg不为0时，loss应该增加"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from cs231n.gradient_check import grad_check_sparse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "numerical: -10.910358 analytic: -10.910358, relative error: 1.658690e-11\n",
      "numerical: -23.736410 analytic: -23.736410, relative error: 2.562711e-12\n",
      "numerical: 22.515947 analytic: 22.515947, relative error: 1.673666e-11\n",
      "numerical: 12.843544 analytic: 12.843544, relative error: 4.825281e-11\n",
      "numerical: -16.403682 analytic: -16.403682, relative error: 3.113807e-11\n",
      "numerical: 18.806468 analytic: 18.806468, relative error: 5.477194e-11\n",
      "numerical: 4.325096 analytic: 4.325096, relative error: 5.705306e-11\n",
      "numerical: 7.107053 analytic: 7.107053, relative error: 4.242111e-11\n",
      "numerical: -16.975221 analytic: -16.975221, relative error: 8.853833e-12\n",
      "numerical: -14.407127 analytic: -14.407127, relative error: 2.150523e-11\n"
     ]
    }
   ],
   "source": [
    "f = lambda w: svm_loss_naive(w, X_dev, y_dev, 0.0)[0]\n",
    "grad_numerical = grad_check_sparse(f, W, grad)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from cs231n.classifiers.linear_svm import svm_loss_vectorized"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loss: 9.847795\n"
     ]
    }
   ],
   "source": [
    "loss_naive, grad_naive = svm_loss_vectorized(W, X_dev, y_dev, 0)\n",
    "print('loss: %f' % (loss_naive, ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "numerical: 32.391656 analytic: 32.391656, relative error: 4.188347e-12\n",
      "numerical: 3.557740 analytic: 3.557740, relative error: 8.602711e-11\n",
      "numerical: -14.485462 analytic: -14.485462, relative error: 3.428069e-11\n",
      "numerical: -5.217195 analytic: -5.217195, relative error: 1.862219e-11\n",
      "numerical: 8.909938 analytic: 8.909938, relative error: 1.222162e-10\n",
      "numerical: -13.981488 analytic: -13.981488, relative error: 1.665138e-11\n",
      "numerical: -7.972197 analytic: -7.972197, relative error: 8.434094e-11\n",
      "numerical: -16.757386 analytic: -16.757386, relative error: 2.460066e-11\n",
      "numerical: -14.287764 analytic: -14.287764, relative error: 1.942991e-11\n",
      "numerical: 44.371944 analytic: 44.371944, relative error: 9.520087e-12\n"
     ]
    }
   ],
   "source": [
    "f = lambda w: svm_loss_vectorized(w, X_dev, y_dev, 0.0)[0]\n",
    "grad_numerical = grad_check_sparse(f, W, grad)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Naive loss: 9.847795e+00 computed in 0.103607s\n",
      "Vectorized loss: 9.847795e+00 computed in 0.006522s\n",
      "difference: 0.000000\n",
      "difference: 0.000000\n"
     ]
    }
   ],
   "source": [
    "tic = time.time()\n",
    "loss_naive, grad_naive = svm_loss_naive(W, X_dev, y_dev, 0)\n",
    "toc = time.time()\n",
    "print('Naive loss: %e computed in %fs' % (loss_naive, toc - tic))\n",
    "\n",
    "tic = time.time()\n",
    "loss_vectorized, grad_vectorized = svm_loss_vectorized(W, X_dev, y_dev, 0)\n",
    "toc = time.time()\n",
    "print('Vectorized loss: %e computed in %fs' % (loss_vectorized, toc - tic))\n",
    "print('difference: %f' % (loss_naive - loss_vectorized))\n",
    "\n",
    "difference = np.linalg.norm(grad_naive - grad_vectorized, ord='fro')\n",
    "print('difference: %f' % difference)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from cs231n.classifiers import LinearSVM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iteration 0 / 1500: loss 788.093623\n",
      "iteration 100 / 1500: loss 285.657046\n",
      "iteration 200 / 1500: loss 107.110271\n",
      "iteration 300 / 1500: loss 41.990717\n",
      "iteration 400 / 1500: loss 18.909982\n",
      "iteration 500 / 1500: loss 10.477302\n",
      "iteration 600 / 1500: loss 6.867575\n",
      "iteration 700 / 1500: loss 6.266005\n",
      "iteration 800 / 1500: loss 5.949898\n",
      "iteration 900 / 1500: loss 5.536191\n",
      "iteration 1000 / 1500: loss 5.754913\n",
      "iteration 1100 / 1500: loss 5.587355\n",
      "iteration 1200 / 1500: loss 5.341886\n",
      "iteration 1300 / 1500: loss 5.096726\n",
      "iteration 1400 / 1500: loss 5.279678\n",
      "That took 6.990965s\n"
     ]
    }
   ],
   "source": [
    "svm = LinearSVM()\n",
    "tic = time.time()\n",
    "loss_his = svm.train(X_train, y_train, learning_rate=1e-7, reg=2.5e4, num_iters=1500, batch_size=200, verbose=True)\n",
    "toc = time.time()\n",
    "print('That took %fs' % (toc - tic))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f95dfe6a470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(loss_his)\n",
    "plt.xlabel('Iteration Number')\n",
    "plt.ylabel('Loss')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "training accuracy: 0.373286\n",
      "validation accuracy: 0.380000\n"
     ]
    }
   ],
   "source": [
    "y_train_pred = svm.predict(X_train)\n",
    "print('training accuracy: %f' % (np.mean(y_train == y_train_pred)))\n",
    "y_val_pred = svm.predict(X_val)\n",
    "print('validation accuracy: %f' % (np.mean(y_val == y_val_pred), ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lzhang/documentation/cs231n/code/cs231n/assignment1/cs231n/classifiers/linear_svm.py:47: RuntimeWarning: overflow encountered in double_scalars\n",
      "  dW = X.T.dot(dScore)\n",
      "/home/lzhang/anaconda3/envs/cs231n/lib/python3.6/site-packages/numpy/core/_methods.py:32: RuntimeWarning: overflow encountered in reduce\n",
      "  return umr_sum(a, axis, dtype, out, keepdims)\n",
      "/home/lzhang/documentation/cs231n/code/cs231n/assignment1/cs231n/classifiers/linear_svm.py:47: RuntimeWarning: overflow encountered in multiply\n",
      "  dW = X.T.dot(dScore)\n",
      "/home/lzhang/documentation/cs231n/code/cs231n/assignment1/cs231n/classifiers/linear_svm.py:41: RuntimeWarning: overflow encountered in subtract\n",
      "  correct_score = scores[np.arange(N), y]\n",
      "/home/lzhang/documentation/cs231n/code/cs231n/assignment1/cs231n/classifiers/linear_svm.py:48: RuntimeWarning: overflow encountered in multiply\n",
      "  loss = np.sum(scores) / N + reg * np.sum(W * W)\n",
      "/home/lzhang/documentation/cs231n/code/cs231n/assignment1/cs231n/classifiers/linear_svm.py:41: RuntimeWarning: invalid value encountered in subtract\n",
      "  correct_score = scores[np.arange(N), y]\n",
      "/home/lzhang/documentation/cs231n/code/cs231n/assignment1/cs231n/classifiers/linear_svm.py:43: RuntimeWarning: invalid value encountered in greater\n",
      "  scores[np.arange(N), y] = 0\n",
      "/home/lzhang/documentation/cs231n/code/cs231n/assignment1/cs231n/classifiers/linear_classifier.py:28: RuntimeWarning: invalid value encountered in subtract\n",
      "  self.W = self.W - learning_rate * grad\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "lr 1.000000e-07 reg 2.500000e+04 train accuracy: 0.371245 val accuracy: 0.380000\n",
      "lr 1.000000e-07 reg 3.125000e+04 train accuracy: 0.366776 val accuracy: 0.384000\n",
      "lr 1.000000e-07 reg 3.750000e+04 train accuracy: 0.362429 val accuracy: 0.370000\n",
      "lr 1.000000e-07 reg 4.375000e+04 train accuracy: 0.358204 val accuracy: 0.384000\n",
      "lr 1.000000e-07 reg 5.000000e+04 train accuracy: 0.364265 val accuracy: 0.376000\n",
      "lr 1.257500e-05 reg 2.500000e+04 train accuracy: 0.166939 val accuracy: 0.206000\n",
      "lr 1.257500e-05 reg 3.125000e+04 train accuracy: 0.172816 val accuracy: 0.142000\n",
      "lr 1.257500e-05 reg 3.750000e+04 train accuracy: 0.184796 val accuracy: 0.185000\n",
      "lr 1.257500e-05 reg 4.375000e+04 train accuracy: 0.140714 val accuracy: 0.125000\n",
      "lr 1.257500e-05 reg 5.000000e+04 train accuracy: 0.131612 val accuracy: 0.120000\n",
      "lr 2.505000e-05 reg 2.500000e+04 train accuracy: 0.147755 val accuracy: 0.141000\n",
      "lr 2.505000e-05 reg 3.125000e+04 train accuracy: 0.131714 val accuracy: 0.116000\n",
      "lr 2.505000e-05 reg 3.750000e+04 train accuracy: 0.054469 val accuracy: 0.055000\n",
      "lr 2.505000e-05 reg 4.375000e+04 train accuracy: 0.099755 val accuracy: 0.097000\n",
      "lr 2.505000e-05 reg 5.000000e+04 train accuracy: 0.077469 val accuracy: 0.074000\n",
      "lr 3.752500e-05 reg 2.500000e+04 train accuracy: 0.065551 val accuracy: 0.067000\n",
      "lr 3.752500e-05 reg 3.125000e+04 train accuracy: 0.069327 val accuracy: 0.051000\n",
      "lr 3.752500e-05 reg 3.750000e+04 train accuracy: 0.100265 val accuracy: 0.087000\n",
      "lr 3.752500e-05 reg 4.375000e+04 train accuracy: 0.100265 val accuracy: 0.087000\n",
      "lr 3.752500e-05 reg 5.000000e+04 train accuracy: 0.100265 val accuracy: 0.087000\n",
      "lr 5.000000e-05 reg 2.500000e+04 train accuracy: 0.081388 val accuracy: 0.072000\n",
      "lr 5.000000e-05 reg 3.125000e+04 train accuracy: 0.100265 val accuracy: 0.087000\n",
      "lr 5.000000e-05 reg 3.750000e+04 train accuracy: 0.100265 val accuracy: 0.087000\n",
      "lr 5.000000e-05 reg 4.375000e+04 train accuracy: 0.100265 val accuracy: 0.087000\n",
      "lr 5.000000e-05 reg 5.000000e+04 train accuracy: 0.100265 val accuracy: 0.087000\n",
      "best validation accuracy achieved during cross-validation: 0.384000\n"
     ]
    }
   ],
   "source": [
    "learning_range = [1e-7, 5e-5]\n",
    "regularization_range = [2.5e4, 5e4]\n",
    "\n",
    "results = {}\n",
    "best_val = -1\n",
    "best_svm = None\n",
    "\n",
    "num_iter = 1500\n",
    "learning_rates = np.linspace(learning_range[0], learning_range[1], 5)\n",
    "regularization_rates = np.linspace(regularization_range[0], regularization_range[1], 5)\n",
    "\n",
    "for lr in learning_rates:\n",
    "    for reg in regularization_rates:\n",
    "        svm = LinearSVM()\n",
    "        loss_his = svm.train(X_train, y_train, learning_rate=lr, reg=reg, num_iters=num_iter, batch_size=200, verbose=False)\n",
    "        \n",
    "        y_train_pred = svm.predict(X_train)\n",
    "        train_acc = np.mean(y_train_pred==y_train)\n",
    "        \n",
    "        y_val_pred = svm.predict(X_val)\n",
    "        val_acc = np.mean(y_val_pred==y_val)\n",
    "        \n",
    "        results[(lr, reg)] = (train_acc, val_acc)\n",
    "        \n",
    "        if val_acc > best_val:\n",
    "            best_val = val_acc\n",
    "            best_svm = svm\n",
    "\n",
    "for (lr, reg) in sorted(results):\n",
    "    (train_acc, val_acc) = results[(lr, reg)]\n",
    "    print('lr %e reg %e train accuracy: %f val accuracy: %f' % (lr, reg, train_acc, val_acc))\n",
    "        \n",
    "print('best validation accuracy achieved during cross-validation: %f' % best_val)        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f95dfd5ba58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import math\n",
    "x_scatter = [math.log10(x[0]) for x in results]\n",
    "y_scatter = [math.log10(x[1]) for x in results]\n",
    "\n",
    "marker_size = 80\n",
    "colors = [results[x][0] for x in results]\n",
    "plt.subplot(2,1,1)\n",
    "plt.scatter(x_scatter, y_scatter, marker_size, c=colors)\n",
    "plt.colorbar()\n",
    "plt.xlabel('log lr')\n",
    "plt.ylabel('log reg')\n",
    "plt.title('CIFAR-10 training accuracy')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f95dfc56518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import math\n",
    "x_scatter = [math.log10(x[0]) for x in results]\n",
    "y_scatter = [math.log10(x[1]) for x in results]\n",
    "\n",
    "marker_size = 80\n",
    "colors = [results[x][1] for x in results]\n",
    "plt.subplot(2,1,1)\n",
    "plt.scatter(x_scatter, y_scatter, marker_size, c=colors)\n",
    "plt.colorbar()\n",
    "plt.xlabel('log lr')\n",
    "plt.ylabel('log reg')\n",
    "plt.title('CIFAR-10 val accuracy')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "linear SVM on raw pixels final test set accuracy: 0.366000\n"
     ]
    }
   ],
   "source": [
    "y_test_pred = best_svm.predict(X_test)\n",
    "test_acc = np.mean(y_test_pred==y_test)\n",
    "print('linear SVM on raw pixels final test set accuracy: %f' % test_acc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f95ef963860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "w = best_svm.W[:-1, :]\n",
    "w = w.reshape(32, 32, 3, 10)\n",
    "w_min, w_max = np.min(w), np.max(w)\n",
    "\n",
    "classes = ['plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n",
    "for idx, cls in enumerate(classes):\n",
    "    plt.subplot(2, 5, idx+1)\n",
    "    w_img = 255.0 * (w[:, :,  :, idx].squeeze() - w_min)/(w_max - w_min)\n",
    "\n",
    "    plt.imshow(w_img.astype(np.uint8))\n",
    "    plt.axis('off')\n",
    "    plt.title(cls)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
